Suhail(@Suhail)

28/ totally magical results - excited!

Suhail (@Suhail) — Mon, 19 Oct 2026 00:44:14 GMT

28/ totally magical results - excited!

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🎯

Suhail (@Suhail) — Sun, 18 Oct 2026 20:26:01 GMT

🎯

Michael Seibel@mwseibel

The SF homelessness trap, simply:

Advocates convince liberals they're helping locals priced out of housing. The city spends billions on housing and services. But many recipients are drug users from outside SF.

Users attract dealers. Drugs stay cheap, services stay generous, and more people come. Cartels see this and bring in cheap fentanyl.  Problem explodes.

Advocates mean well, but the unintended consequences are too great. The money we spend on housing, treatment, and healthcare for out-of-town drug users could go to San Francisco Kids & Schools.

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are there any good aesthetic scorers out there for design?

Suhail (@Suhail) — Sun, 18 Oct 2026 20:24:37 GMT

are there any good aesthetic scorers out there for design?

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If you can use models to reverse engineer anything and use models to swarm and find vulnerabilities,...

Suhail (@Suhail) — Sun, 18 Oct 2026 18:03:23 GMT

If you can use models to reverse engineer anything and use models to swarm and find vulnerabilities, we are not ready for what's going to happen over the next 12 months.

We've now have the autonomous black hat hacker.

Tremendous crisis right in front of us.

Suhail@Suhail

One thing to consider is that the best hacks on American companies will go down very quietly. A great hacker is unseen. So you should presume that attacks on American companies that are noticed, are a small portion of what’s happening out there. Most hacks are just silent and steadily waiting to accumulate more valuable information on an on going basis.

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If I were still in the scene, this is a golden moment. You hack everything now before it’s patched. ...

Suhail (@Suhail) — Sun, 18 Oct 2026 16:31:04 GMT

If I were still in the scene, this is a golden moment. You hack everything now before it’s patched. Then you wait holding access further penetrating the rest of the organization.

So it’s critical to patch asap.

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One thing to consider is that the best hacks on American companies will go down very quietly. A grea...

Suhail (@Suhail) — Sun, 18 Oct 2026 16:28:40 GMT

One thing to consider is that the best hacks on American companies will go down very quietly. A great hacker is unseen. So you should presume that attacks on American companies that are noticed, are a small portion of what’s happening out there. Most hacks are just silent and steadily waiting to accumulate more valuable information on an on going basis.

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The OpenCode guys are on the absolute bleeding edge of the frontier each day. If they can get hacked...

Suhail (@Suhail) — Sun, 18 Oct 2026 15:10:35 GMT

The OpenCode guys are on the absolute bleeding edge of the frontier each day. If they can get hacked, the probability that corporate America will is almost certain.

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Every organization in the world needs access to a strong frontier cyber model—ASAP. You should be sw...

Suhail (@Suhail) — Sun, 18 Oct 2026 14:51:02 GMT

Every organization in the world needs access to a strong frontier cyber model—ASAP. You should be sweeping your whole system as much as possible.

This is the new world.

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Soham Parekh made it into the movie 😂🤣

Suhail (@Suhail) — Sat, 17 Oct 2026 23:34:57 GMT

Soham Parekh made it into the movie 😂🤣

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🎯

Suhail (@Suhail) — Sat, 17 Oct 2026 17:56:24 GMT

🎯

Walter Isaacson@WalterIsaacson

@elonmusk@tbpn Demon mode isn’t always pretty. 
  But demon mode is what gets shit done.

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Nathan Fielder is a mad genius. Incredible movie.

Suhail (@Suhail) — Sat, 17 Oct 2026 04:45:45 GMT

Nathan Fielder is a mad genius. Incredible movie.

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Elizabeth Holmes doc is incredible. Just watch it.

Suhail (@Suhail) — Sat, 17 Oct 2026 04:38:34 GMT

Elizabeth Holmes doc is incredible. Just watch it.

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The agents swarms are coming. A tremendous amount of problems will be formulated into a compute prob...

Suhail (@Suhail) — Fri, 16 Oct 2026 06:05:53 GMT

The agents swarms are coming. A tremendous amount of problems will be formulated into a compute problem.

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I still think we vastly underestimate AI progress in the next 6-9 months despite the last 2 years. W...

Suhail (@Suhail) — Fri, 16 Oct 2026 01:36:18 GMT

I still think we vastly underestimate AI progress in the next 6-9 months despite the last 2 years. When I talk to people, I sense that it’s a function of possibly not wanting it to be true now. And so if your belief on this is to bet hard on the future, well, you sound delusional

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27/ brand done, site done

Suhail (@Suhail) — Thu, 15 Oct 2026 22:51:12 GMT

27/ brand done, site done

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> Simons Foundation Launches $15M Effort To Help Mathematicians Navigate AI Era. > "As artif...

Suhail (@Suhail) — Thu, 15 Oct 2026 16:18:52 GMT

> Simons Foundation Launches $15M Effort To Help Mathematicians Navigate AI Era. 

> "As artificial intelligence rapidly reshapes the research landscape, we want to help the mathematical community come together and forge the best path forward"

Absolutely wild times.

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What if we are in a RL env sandbox right now?

Suhail (@Suhail) — Thu, 15 Oct 2026 05:57:06 GMT

What if we are in a RL env sandbox right now?

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Looking for a US based designer who is up for moonlighting a bit. Remote is ok. Need to have a few...

Suhail (@Suhail) — Tue, 13 Oct 2026 23:59:35 GMT

Looking for a US based designer who is up for moonlighting a bit. Remote is ok. 

Need to have a few years of experience under their belt. DM.

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I guess "the data guy" was good at being a "model guy." To say @alexandr_wang was every uni-modal at...

Suhail (@Suhail) — Mon, 12 Oct 2026 18:46:34 GMT

I guess "the data guy" was good at being a "model guy." To say @alexandr_wang was every uni-modal at something was always quite silly—a great founder has to be polymath.

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It is time to prepare for a world where there are tasks so complex and difficult to solve, humans wi...

Suhail (@Suhail) — Fri, 09 Oct 2026 06:19:41 GMT

It is time to prepare for a world where there are tasks so complex and difficult to solve, humans will no longer know how they are solved.

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I would love a Stripe Press of all the essays. @patrickc

Suhail (@Suhail) — Sat, 03 Oct 2026 22:23:30 GMT

I would love a Stripe Press of all the essays. @patrickc

Paul Graham@paulg

I recently met someone who'd printed out all my essays. I'd never seen this before and I was surprised how big they were, like two encyclopedia volumes (for anyone who even knows what an encyclopedia volume is).

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26/ new biggest day

Suhail (@Suhail) — Sat, 03 Oct 2026 18:42:32 GMT

26/ new biggest day

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🎯 AI-mind virus

Suhail (@Suhail) — Sat, 03 Oct 2026 15:01:47 GMT

🎯 AI-mind virus

Sam Altman@sama

I am very uncomfortable about people trying to ascribe religious force or a surrender of human judgment to AI models, and think it is a real safety issue.

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25/ biggest revenue day we've had thus far

Suhail (@Suhail) — Fri, 02 Oct 2026 18:04:59 GMT

25/ biggest revenue day we've had thus far

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Congrats @natolambert - excited for you. In the same way that I believe intelligence should be flatt...

Suhail (@Suhail) — Fri, 02 Oct 2026 16:45:10 GMT

Congrats @natolambert - excited for you. In the same way that I believe intelligence should be flattened and diffused broadly, the knowledge to build this technology should be as well. I can't think of anyone better!

Nathan Lambert@natolambert

Today we're unveiling Trillium Labs @trillium_labs, a new non-profit to foster the open science of frontier AI. We're building open post-training recipes and will expand into open infra to study RSI, reward-hacking, multi-agent systems, and whatever comes next.

We're built around the theory of change that you need more eyes to solve hard technical problems. We have faith in the scientific methods and communities that humanity has built, and worry that AI is becoming too closed to utilize them.

Trilliums are wildflowers that bloom briefly in the spring, before the forest canopies fill out. Though they are small, they lay the foundation for the cycles of growth and nourishment through the rest of the year. At Trillium Labs, the recipes will be the slow nutrients for the seasons and the model releases will be the blooms. Building an institution dedicated to this is needed because, much as nature’s trilliums are slow to expand and grow, the open-ecosystem needs time and dedicated resources to catch up.

I co-founded with with a long-time friend and collaborator Tom Zick (@thesezickbeats). We're hiring (full time + student collabs/interns), we're fundraising, and we're looking for compute. Please get in touch if you're interested in helping out. Offices based in the Bay Area and Cambridge MA, remote okay.

I’m in the Bay Area until for The Curve and COLM to connect with people who are interested. We’re thankful to have initial support from Halcyon Futures and Schmidt Sciences with more funding en route to enable our ambitions of scaling. Our advisors @Thom_Wolf, @HannaHajishirzi, @gneubig and @ctnzr have been instrumental to building the ecosystem that exists today, and I’m stoked to get to keep working with them.

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The Vera Rubin era just booted up. 🫡

Suhail (@Suhail) — Fri, 02 Oct 2026 16:36:54 GMT

The Vera Rubin era just booted up. 🫡

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Dang, this dot thing really built Mighty into Codex. I’ve come full circle. The great cloud compute...

Suhail (@Suhail) — Thu, 01 Oct 2026 20:41:50 GMT

Dang, this dot thing really built Mighty into Codex. I’ve come full circle.

The great cloud computer revolution has finally begun.

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Get your .si domain people! Appreciate @rob at @snagged for helping us lock it down :)

Suhail (@Suhail) — Wed, 30 Sep 2026 21:41:04 GMT

Get your .si domain people! Appreciate @rob at @snagged for helping us lock it down :)

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24/ it was very important to me this time around that progress in ai (from anywhere) would lead to m...

Suhail (@Suhail) — Wed, 30 Sep 2026 01:06:42 GMT

24/ it was very important to me this time around that progress in ai (from anywhere) would lead to mostly good days vs tough days (ie you don’t get disrupted) and today was a good test of that still being true

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🎯

Suhail (@Suhail) — Wed, 30 Sep 2026 00:37:10 GMT

🎯

dax@thdxr

i actually do like superintelligence a lot more than ai

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🎯

Suhail (@Suhail) — Tue, 29 Sep 2026 21:57:58 GMT

🎯

will brown@willcb

openai announces glm-5.3 in codex subscriptions

anthropic announces glm-5.3 is evil and chinese

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I think a lot of the fear that AI has on the world can be replaced with thinking more ambitiously. I...

Suhail (@Suhail) — Tue, 29 Sep 2026 14:43:16 GMT

I think a lot of the fear that AI has on the world can be replaced with thinking more ambitiously. Instead of being a software engineer, you can think of yourself as a Creator of Open Worlds. It will still be advantageous to be technical but also creative simultaneously.

Aravind Srinivas@AravSrinivas

Perplexity Computer (in Standard Mode with Opus 5.5) is capable of designing and building an end-to-end, browser-based open-world game by renting its own GPUs, running headless Blender, doing procedural design, downloading assets online, and designing audio. Done with ~$2000 worth of credits. Play here: vice.pplx.app

Your browser does not support the video tag.

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Three thoughts after playing with Jev: - this is way more than a simplistic classifier: you can pac...

Suhail (@Suhail) — Tue, 29 Sep 2026 14:05:12 GMT

Three thoughts after playing with Jev:

- this is way more than a simplistic classifier: you can pack a lot of complex state and do more than you’d think - it’ll take a minute to think about your problems in a non-LLM shape

- not quite beating frontier LLMs in correctness most of the time so can’t quite switch yet but it’ll clearly get there

- this is definitely a new model type we will all use by next year; I wouldn’t ignore it

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We are hurtling very quickly towards everyone being capable of doing great AI research/eng. It is mo...

Suhail (@Suhail) — Sun, 27 Sep 2026 14:40:54 GMT

We are hurtling very quickly towards everyone being capable of doing great AI research/eng. It is mostly a game of who can accumulate enough compute and power to build/scale their ideas.

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🎯

Suhail (@Suhail) — Sun, 27 Sep 2026 14:25:49 GMT

🎯

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23/ brand is art

Suhail (@Suhail) — Fri, 25 Sep 2026 22:24:27 GMT

23/ brand is art

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🎯

Suhail (@Suhail) — Fri, 25 Sep 2026 15:05:13 GMT

🎯

Jawwwn@jawwwn_

Mark Zuckerberg: failure doesn’t matter.

“The question is how much you win, when you win.”

“@WalterIsaacson wrote this biography of Einstein. One of the interesting things were all the theories he had that were wrong.”

“People don’t remember those.”

“We’re all going to get a lot of stuff wrong, what matters are the intellectual and cultural contributions we make that help push stuff forward.”

“We have a resilient company that is not afraid of failure.”

“That allows us to take some big swings and tolerate being ridiculed for long periods of time.”

“If you’re trying to do something that’s really new, people have to think it’s ridiculous. If they didn’t, someone else would’ve already done it.”

“In creation, the upside is infinite.”

“If you build something that hundreds of millions, or billions of people like, then that makes up for a lot of ideas that didn’t end up working.”

Via @Complex

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What are good tools for LLM data inspection? Looking at SFT traces, RL env tasks, etc.

Suhail (@Suhail) — Thu, 24 Sep 2026 16:09:03 GMT

What are good tools for LLM data inspection? Looking at SFT traces, RL env tasks, etc.

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The Slack bot is especially good. Have been pleasantly surprised.

Suhail (@Suhail) — Thu, 24 Sep 2026 03:22:02 GMT

The Slack bot is especially good. Have been pleasantly surprised.

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Linear is so good. I hadn’t really gotten to use it until recently. Lovely UX end to end. I can te...

Suhail (@Suhail) — Thu, 24 Sep 2026 01:26:19 GMT

Linear is so good. I hadn’t really gotten to use it until recently. Lovely UX end to end. 

I can tell the team truly uses the product and fixes all the little paper cuts.

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Looking for an office that can fit 6-8 people in San Francisco. DM me if you have extra space or y...

Suhail (@Suhail) — Tue, 22 Sep 2026 22:57:59 GMT

Looking for an office that can fit 6-8 people in San Francisco. 

DM me if you have extra space or you're looking for a friendly to take the space.

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Super cool!

Suhail (@Suhail) — Tue, 22 Sep 2026 21:48:53 GMT

Super cool!

Perplexity@perplexity_ai

New research: We post-trained a Computer model to learn from its own errors using hint-guided self-distillation.

In a live A/B test, a later trained checkpoint reduced tool-call failures by 21.2% relative to an earlier checkpoint.

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This is not a drill. 10x stronger than fentanyl. I am just sharing it widely because I find this ...

Suhail (@Suhail) — Sun, 20 Sep 2026 17:51:05 GMT

This is not a drill. *10x stronger* than fentanyl.

I am just sharing it widely because I find this kind of thing very concerning and it's getting almost no attention.

Brooke Jenkins 謝安宜@BrookeJenkinsSF

A new synthetic opioid, cychlorphine, up to 10x stronger than fentanyl, has reached SF— and it doesn't register on fentanyl test strips. It has already taken the life of a 16 year old San Franciscan.

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22/ 500B+/week

Suhail (@Suhail) — Sun, 20 Sep 2026 16:12:23 GMT

22/ 500B+/week

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🎯

Suhail (@Suhail) — Sun, 20 Sep 2026 13:30:35 GMT

🎯

Nathan Lambert@natolambert

My best guess is that for scaled RL most of the top Chinese AI labs are starting to use a lot of Huawei for inference and Nvidia for training (maybe not for weird architectures). As agent swarms, even more scaled post-training, etc becomes the norm, this will accelerate their domestic industry.

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Yep. It’s so early.

Suhail (@Suhail) — Sat, 19 Sep 2026 04:01:42 GMT

Yep. It’s so early.

Ayush Gundawar@gundawar

This slide from @flappyairplanes’s talk at Sequoia’s AI Ascent is pretty cool.

For those working inside any one circle, it generally feels fairly obvious that the application of AI to that industry has a large TAM. But the birds-eye view is still striking -- we are quite early in the diffusion process, and many high-TAM surfaces remain ‘unsolved’

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After that it’s offload, offload, offload.

Suhail (@Suhail) — Sat, 19 Sep 2026 03:50:27 GMT

After that it’s offload, offload, offload.

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Engram tables in DSV4.1 are super cool! Everything is just compression, compression, compression. Af...

Suhail (@Suhail) — Sat, 19 Sep 2026 02:36:03 GMT

Engram tables in DSV4.1 are super cool! Everything is just compression, compression, compression. After that, it's all caching, caching, caching.

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To be a little positive, SV of 2026 is a generation out of distribution to 2001-2010. While the roun...

Suhail (@Suhail) — Thu, 17 Sep 2026 01:51:35 GMT

To be a little positive, SV of 2026 is a generation out of distribution to 2001-2010. While the rounds are enormous here, it was the norm to invest in growth without revenue. B2B hardly existed.

OTOH, SV traditionally roots against unjustified large rounds and has typically resulted in  startups failing. Usually you want the tech world on your side as the underdog.

robin@zebird0

Instinct $10B round giving 2021 Clubhouse vibes right now 

- Great usage and growth 
- No monetization yet
- Fast follow competition from incumbents

Will be interested to see how this evolves

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Wild to watch to see prices of these GPUs going up still

Suhail (@Suhail) — Wed, 16 Sep 2026 22:47:44 GMT

Wild to watch to see prices of these GPUs going up *still*

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Suhail(@Suhail)

28/ totally magical results - excited!

🎯

are there any good aesthetic scorers out there for design?

If you can use models to reverse engineer anything and use models to swarm and find vulnerabilities,...

If I were still in the scene, this is a golden moment. You hack everything now before it’s patched. ...

One thing to consider is that the best hacks on American companies will go down very quietly. A grea...

The OpenCode guys are on the absolute bleeding edge of the frontier each day. If they can get hacked...

Every organization in the world needs access to a strong frontier cyber model—ASAP. You should be sw...

Soham Parekh made it into the movie 😂🤣

🎯

Nathan Fielder is a mad genius. Incredible movie.

Elizabeth Holmes doc is incredible. Just watch it.

The agents swarms are coming. A tremendous amount of problems will be formulated into a compute prob...

I still think we vastly underestimate AI progress in the next 6-9 months despite the last 2 years. W...

27/ brand done, site done

> Simons Foundation Launches $15M Effort To Help Mathematicians Navigate AI Era. > "As artif...

What if we are in a RL env sandbox right now?

Looking for a US based designer who is up for moonlighting a bit. Remote is ok. Need to have a few...

I guess "the data guy" was good at being a "model guy." To say @alexandr_wang was every uni-modal at...

It is time to prepare for a world where there are tasks so complex and difficult to solve, humans wi...

I would love a Stripe Press of all the essays. @patrickc

26/ new biggest day

🎯 AI-mind virus

25/ biggest revenue day we've had thus far

Congrats @natolambert - excited for you. In the same way that I believe intelligence should be flatt...

The Vera Rubin era just booted up. 🫡

Dang, this dot thing really built Mighty into Codex. I’ve come full circle. The great cloud compute...

Get your .si domain people! Appreciate @rob at @snagged for helping us lock it down :)

24/ it was very important to me this time around that progress in ai (from anywhere) would lead to m...

🎯

🎯

I think a lot of the fear that AI has on the world can be replaced with thinking more ambitiously. I...

Three thoughts after playing with Jev: - this is way more than a simplistic classifier: you can pac...

We are hurtling very quickly towards everyone being capable of doing great AI research/eng. It is mo...

🎯

23/ brand is art

🎯

What are good tools for LLM data inspection? Looking at SFT traces, RL env tasks, etc.

The Slack bot is especially good. Have been pleasantly surprised.

Linear is so good. I hadn’t really gotten to use it until recently. Lovely UX end to end. I can te...

Looking for an office that can fit 6-8 people in San Francisco. DM me if you have extra space or y...

Super cool!

This is not a drill. *10x stronger* than fentanyl. I am just sharing it widely because I find this ...

22/ 500B+/week

🎯

Yep. It’s so early.

After that it’s offload, offload, offload.

Engram tables in DSV4.1 are super cool! Everything is just compression, compression, compression. Af...

To be a little positive, SV of 2026 is a generation out of distribution to 2001-2010. While the roun...

Wild to watch to see prices of these GPUs going up *still*

This is not a drill. 10x stronger than fentanyl. I am just sharing it widely because I find this ...

Wild to watch to see prices of these GPUs going up still